tils (page 4)

• Relationship Between L1 Norm and L1 Regularization

  Exploring how L1 and L2 norms form the basis of L1 (lasso) and L2 (ridge) regularization, with concrete examples and geometric intuition.

  • ml
  • code

  2025-02-10
• Govern, Garden, Guide

  Dividing parenting into Govern (0-6), Garden (6-12), and Guide (12+), aligning roles with developmental stages.

  • parenting

  2025-02-07
• Why logits.exp() Equals Counts

  Understanding neural network computations as log-domain operations, making multiplicative interactions additive through logs

  • ai
  • math
  • code

  2025-01-20
• Floating-Point Precision & Exploding Gradients

  Floating-point rounding errors in backpropagation can accumulate and magnify across layers, leading to exploding gradients in deep networks.

  • ml
  • python

  2025-01-19
• Check routing tables quickly with netstat -nr

  A quick tip to display—and actually **read**—your routing table with `netstat -nr`.

  • devops

  2025-01-06